Martin Wattenberg

Publication Activity (10 Years)

Years Active: 1995-2024
Publications (10 Years): 51

Top Topics

Machine Learning

Hypothesis Test

Interactive Visual

Top Venues

IEEE Trans. Vis. Comput. Graph.

Publications

Ian Arawjo, Chelse Swoopes, Priyan Vaithilingam, Martin Wattenberg, Elena L. Glassman
ChainForge: A Visual Toolkit for Prompt Engineering and LLM Hypothesis Testing. CHI (2024)
Catherine Yeh, Yida Chen, Aoyu Wu, Cynthia Chen, Fernanda B. Viégas, Martin Wattenberg
AttentionViz: A Global View of Transformer Attention. IEEE Trans. Vis. Comput. Graph. 30 (1) (2024)
Kenneth Li, Samy Jelassi, Hugh Zhang, Sham M. Kakade, Martin Wattenberg, David Brandfonbrener
Q-Probe: A Lightweight Approach to Reward Maximization for Language Models. CoRR (2024)
Martin Wattenberg, Fernanda B. Viégas
Relational Composition in Neural Networks: A Survey and Call to Action. CoRR (2024)
Kenneth Li, Yiming Wang, Fernanda B. Viégas, Martin Wattenberg
Dialogue Action Tokens: Steering Language Models in Goal-Directed Dialogue with a Multi-Turn Planner. CoRR (2024)
Kenneth Li, Tianle Liu, Naomi Bashkansky, David Bau, Fernanda B. Viégas, Hanspeter Pfister, Martin Wattenberg
Measuring and Controlling Persona Drift in Language Model Dialogs. CoRR (2024)
Yida Chen, Aoyu Wu, Trevor DePodesta, Catherine Yeh, Kenneth Li, Nicholas Castillo Marin, Oam Patel, Jan Riecke, Shivam Raval, Olivia Seow, Martin Wattenberg, Fernanda B. Viégas
Designing a Dashboard for Transparency and Control of Conversational AI. CoRR (2024)
Andrew Lee, Xiaoyan Bai, Itamar Pres, Martin Wattenberg, Jonathan K. Kummerfeld, Rada Mihalcea
A Mechanistic Understanding of Alignment Algorithms: A Case Study on DPO and Toxicity. CoRR (2024)
Evan Hernandez, Arnab Sen Sharma, Tal Haklay, Kevin Meng, Martin Wattenberg, Jacob Andreas, Yonatan Belinkov, David Bau
Linearity of Relation Decoding in Transformer Language Models. ICLR (2024)
Kenneth Li, Aspen K. Hopkins, David Bau, Fernanda B. Viégas, Hanspeter Pfister, Martin Wattenberg
Emergent World Representations: Exploring a Sequence Model Trained on a Synthetic Task. ICLR (2023)
Yida Chen, Fernanda B. Viégas, Martin Wattenberg
Beyond Surface Statistics: Scene Representations in a Latent Diffusion Model. CoRR (2023)
Nur Yildirim, Mahima Pushkarna, Nitesh Goyal, Martin Wattenberg, Fernanda B. Viégas
Investigating How Practitioners Use Human-AI Guidelines: A Case Study on the People + AI Guidebook. CHI (2023)
Evan Hernandez, Arnab Sen Sharma, Tal Haklay, Kevin Meng, Martin Wattenberg, Jacob Andreas, Yonatan Belinkov, David Bau
Linearity of Relation Decoding in Transformer Language Models. CoRR (2023)
Neel Nanda, Andrew Lee, Martin Wattenberg
Emergent Linear Representations in World Models of Self-Supervised Sequence Models. CoRR (2023)
Catherine Yeh, Yida Chen, Aoyu Wu, Cynthia Chen, Fernanda B. Viégas, Martin Wattenberg
AttentionViz: A Global View of Transformer Attention. CoRR (2023)
Kenneth Li, Oam Patel, Fernanda B. Viégas, Hanspeter Pfister, Martin Wattenberg
Inference-Time Intervention: Eliciting Truthful Answers from a Language Model. NeurIPS (2023)
Fernanda B. Viégas, Martin Wattenberg
The System Model and the User Model: Exploring AI Dashboard Design. CoRR (2023)
Aoyu Wu, Dazhen Deng, Min Chen, Shixia Liu, Daniel A. Keim, Ross Maciejewski, Silvia Miksch, Hendrik Strobelt, Fernanda B. Viégas, Martin Wattenberg
Grand Challenges in Visual Analytics Applications. IEEE Computer Graphics and Applications 43 (5) (2023)
Neel Nanda, Andrew Lee, Martin Wattenberg
Emergent Linear Representations in World Models of Self-Supervised Sequence Models. BlackboxNLP@EMNLP (2023)
Kenneth Li, Oam Patel, Fernanda B. Viégas, Hanspeter Pfister, Martin Wattenberg
Inference-Time Intervention: Eliciting Truthful Answers from a Language Model. CoRR (2023)
Shivam Raval, Carolyn Wang, Fernanda B. Viégas, Martin Wattenberg
Explain-and-Test: An Interactive Machine Learning Framework for Exploring Text Embeddings. IEEE VIS (Short Papers) (2023)
Nur Yildirim, Mahima Pushkarna, Nitesh Goyal, Martin Wattenberg, Fernanda B. Viégas
Investigating How Practitioners Use Human-AI Guidelines: A Case Study on the People + AI Guidebook. CoRR (2023)
Ian Arawjo, Priyan Vaithilingam, Martin Wattenberg, Elena L. Glassman
ChainForge: An open-source visual programming environment for prompt engineering. UIST (Adjunct Volume) (2023)
Michael Terry, Chinmay Kulkarni, Martin Wattenberg, Lucas Dixon, Meredith Ringel Morris
AI Alignment in the Design of Interactive AI: Specification Alignment, Process Alignment, and Evaluation Support. CoRR (2023)
Ian Arawjo, Chelse Swoopes, Priyan Vaithilingam, Martin Wattenberg, Elena L. Glassman
ChainForge: A Visual Toolkit for Prompt Engineering and LLM Hypothesis Testing. CoRR (2023)
Mohammadtaher Safarzadeh, Asad Khan, E. A. Huerta, Martin Wattenberg
Interpreting a Machine Learning Model for Detecting Gravitational Waves. CoRR (2022)
Nelson Elhage, Tristan Hume, Catherine Olsson, Nicholas Schiefer, Tom Henighan, Shauna Kravec, Zac Hatfield-Dodds, Robert Lasenby, Dawn Drain, Carol Chen, Roger Grosse, Sam McCandlish, Jared Kaplan, Dario Amodei, Martin Wattenberg, Christopher Olah
Toy Models of Superposition. CoRR (2022)
Kenneth Li, Aspen K. Hopkins, David Bau, Fernanda B. Viégas, Hanspeter Pfister, Martin Wattenberg
Emergent World Representations: Exploring a Sequence Model Trained on a Synthetic Task. CoRR (2022)
Tolga Bolukbasi, Adam Pearce, Ann Yuan, Andy Coenen, Emily Reif, Fernanda B. Viégas, Martin Wattenberg
An Interpretability Illusion for BERT. CoRR (2021)
James Wexler, Mahima Pushkarna, Tolga Bolukbasi, Martin Wattenberg, Fernanda B. Viégas, Jimbo Wilson
The What-If Tool: Interactive Probing of Machine Learning Models. IEEE Trans. Vis. Comput. Graph. 26 (1) (2020)
Allison Woodruff, Yasmin Asare Anderson, Katherine Jameson Armstrong, Marina Gkiza, Jay Jennings, Christopher Moessner, Fernanda B. Viégas, Martin Wattenberg, Lynette Webb, Fabian Wrede, Patrick Gage Kelley
"A cold, technical decision-maker": Can AI provide explainability, negotiability, and humanity? CoRR (2020)
James Wexler, Mahima Pushkarna, Tolga Bolukbasi, Martin Wattenberg, Fernanda B. Viégas, Jimbo Wilson
The What-If Tool: Interactive Probing of Machine Learning Models. CoRR (2019)
Daniel Smilkov, Nikhil Thorat, Yannick Assogba, Ann Yuan, Nick Kreeger, Ping Yu, Kangyi Zhang, Shanqing Cai, Eric Nielsen, David Soergel, Stan Bileschi, Michael Terry, Charles Nicholson, Sandeep N. Gupta, Sarah Sirajuddin, D. Sculley, Rajat Monga, Greg Corrado, Fernanda B. Viégas, Martin Wattenberg
TensorFlow.js: Machine Learning For The Web and Beyond. MLSys (2019)
Minsuk Kahng, Nikhil Thorat, Duen Horng (Polo) Chau, Fernanda B. Viégas, Martin Wattenberg
GAN Lab: Understanding Complex Deep Generative Models using Interactive Visual Experimentation. IEEE Trans. Vis. Comput. Graph. 25 (1) (2019)
Been Kim, Emily Reif, Martin Wattenberg, Samy Bengio
Do Neural Networks Show Gestalt Phenomena? An Exploration of the Law of Closure. CoRR (2019)
Daniel Smilkov, Nikhil Thorat, Yannick Assogba, Ann Yuan, Nick Kreeger, Ping Yu, Kangyi Zhang, Shanqing Cai, Eric Nielsen, David Soergel, Stan Bileschi, Michael Terry, Charles Nicholson, Sandeep N. Gupta, Sarah Sirajuddin, D. Sculley, Rajat Monga, Greg Corrado, Fernanda B. Viégas, Martin Wattenberg
TensorFlow.js: Machine Learning for the Web and Beyond. CoRR (2019)
Emily Reif, Ann Yuan, Martin Wattenberg, Fernanda B. Viégas, Andy Coenen, Adam Pearce, Been Kim
Visualizing and Measuring the Geometry of BERT. NeurIPS (2019)
Carrie J. Cai, Emily Reif, Narayan Hegde, Jason D. Hipp, Been Kim, Daniel Smilkov, Martin Wattenberg, Fernanda B. Viégas, Gregory S. Corrado, Martin C. Stumpe, Michael Terry
Human-Centered Tools for Coping with Imperfect Algorithms during Medical Decision-Making. CoRR (2019)
Andy Coenen, Emily Reif, Ann Yuan, Been Kim, Adam Pearce, Fernanda B. Viégas, Martin Wattenberg
Visualizing and Measuring the Geometry of BERT. CoRR (2019)
Carrie J. Cai, Emily Reif, Narayan Hegde, Jason D. Hipp, Been Kim, Daniel Smilkov, Martin Wattenberg, Fernanda B. Viégas, Gregory S. Corrado, Martin C. Stumpe, Michael Terry
Human-Centered Tools for Coping with Imperfect Algorithms During Medical Decision-Making. CHI (2019)
Been Kim, Martin Wattenberg, Justin Gilmer, Carrie J. Cai, James Wexler, Fernanda B. Viégas, Rory Sayres
Interpretability Beyond Feature Attribution: Quantitative Testing with Concept Activation Vectors (TCAV). ICML (2018)
Kanit Wongsuphasawat, Daniel Smilkov, James Wexler, Jimbo Wilson, Dandelion Mané, Doug Fritz, Dilip Krishnan, Fernanda B. Viégas, Martin Wattenberg
Visualizing Dataflow Graphs of Deep Learning Models in TensorFlow. IEEE Trans. Vis. Comput. Graph. 24 (1) (2018)
Justin Gilmer, Luke Metz, Fartash Faghri, Samuel S. Schoenholz, Maithra Raghu, Martin Wattenberg, Ian J. Goodfellow
Adversarial Spheres. CoRR (2018)
Minsuk Kahng, Nikhil Thorat, Duen Horng Chau, Fernanda B. Viégas, Martin Wattenberg
GAN Lab: Understanding Complex Deep Generative Models using Interactive Visual Experimentation. CoRR (2018)
Justin Gilmer, Luke Metz, Fartash Faghri, Samuel S. Schoenholz, Maithra Raghu, Martin Wattenberg, Ian J. Goodfellow
Adversarial Spheres. ICLR (Workshop) (2018)
Daniel Smilkov, Nikhil Thorat, Been Kim, Fernanda B. Viégas, Martin Wattenberg
SmoothGrad: removing noise by adding noise. CoRR (2017)
Daniel Smilkov, Shan Carter, D. Sculley, Fernanda B. Viégas, Martin Wattenberg
Direct-Manipulation Visualization of Deep Networks. CoRR (2017)
Melvin Johnson, Mike Schuster, Quoc V. Le, Maxim Krikun, Yonghui Wu, Zhifeng Chen, Nikhil Thorat, Fernanda B. Viégas, Martin Wattenberg, Greg Corrado, Macduff Hughes, Jeffrey Dean
Google's Multilingual Neural Machine Translation System: Enabling Zero-Shot Translation. Trans. Assoc. Comput. Linguistics 5 (2017)
Martín Abadi, Ashish Agarwal, Paul Barham, Eugene Brevdo, Zhifeng Chen, Craig Citro, Gregory S. Corrado, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Ian J. Goodfellow, Andrew Harp, Geoffrey Irving, Michael Isard, Yangqing Jia, Rafal Józefowicz, Lukasz Kaiser, Manjunath Kudlur, Josh Levenberg, Dan Mané, Rajat Monga, Sherry Moore, Derek Gordon Murray, Chris Olah, Mike Schuster, Jonathon Shlens, Benoit Steiner, Ilya Sutskever, Kunal Talwar, Paul A. Tucker, Vincent Vanhoucke, Vijay Vasudevan, Fernanda B. Viégas, Oriol Vinyals, Pete Warden, Martin Wattenberg, Martin Wicke, Yuan Yu, Xiaoqiang Zheng
TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems. CoRR (2016)
Daniel Smilkov, Nikhil Thorat, Charles Nicholson, Emily Reif, Fernanda B. Viégas, Martin Wattenberg
Embedding Projector: Interactive Visualization and Interpretation of Embeddings. CoRR (2016)
Melvin Johnson, Mike Schuster, Quoc V. Le, Maxim Krikun, Yonghui Wu, Zhifeng Chen, Nikhil Thorat, Fernanda B. Viégas, Martin Wattenberg, Greg Corrado, Macduff Hughes, Jeffrey Dean
Google's Multilingual Neural Machine Translation System: Enabling Zero-Shot Translation. CoRR (2016)
Zan Armstrong, Martin Wattenberg
Visualizing Statistical Mix Effects and Simpson's Paradox. IEEE Trans. Vis. Comput. Graph. 20 (12) (2014)
H. Brendan McMahan, Gary Holt, David Sculley, Michael Young, Dietmar Ebner, Julian Grady, Lan Nie, Todd Phillips, Eugene Davydov, Daniel Golovin, Sharat Chikkerur, Dan Liu, Martin Wattenberg, Arnar Mar Hrafnkelsson, Tom Boulos, Jeremy Kubica
Ad click prediction: a view from the trenches. KDD (2013)
Fernanda B. Viégas, Martin Wattenberg, Jack Hebert, Geoffrey Borggaard, Alison Cichowlas, Jonathan Feinberg, Jon Orwant, Christopher Richard Wren
Google+Ripples: a native visualization of information flow. WWW (2013)
Fernanda B. Viégas, Martin Wattenberg
Through the looking glass: talking about the world with visualization. SIGCSE (2012)
Fernanda B. Viégas, Martin Wattenberg
Visualizing the inner lives of texts. Int. Sym. Wikis (2009)
Martin Wattenberg
The Art of Cheating When Drawing a Graph. Graph Drawing (2009)
Fernanda B. Viégas, Martin Wattenberg
Transforming data access through public visualization. SIGMOD Conference (2009)
Fernanda B. Viégas, Martin Wattenberg, Jonathan Feinberg
Participatory Visualization with Wordle. IEEE Trans. Vis. Comput. Graph. 15 (6) (2009)
Frank van Ham, Martin Wattenberg, Fernanda B. Viégas
Mapping Text with Phrase Nets. IEEE Trans. Vis. Comput. Graph. 15 (6) (2009)
Jeffrey Heer, Fernanda B. Viégas, Martin Wattenberg
Voyagers and voyeurs: Supporting asynchronous collaborative visualization. Commun. ACM 52 (1) (2009)
Ruth Rosenholtz, Nathaniel R. Twarog, Nadja Schinkel-Bielefeld, Martin Wattenberg
An intuitive model of perceptual grouping for HCI design. CHI (2009)
Christopher Collins, Fernanda B. Viégas, Martin Wattenberg
Parallel Tag Clouds to explore and analyze faceted text corpora. IEEE VAST (2009)
Frank van Ham, Martin Wattenberg
Centrality Based Visualization of Small World Graphs. Comput. Graph. Forum 27 (3) (2008)
Fernanda B. Viégas, Martin Wattenberg
Shakespeare, god, and lonely hearts: transforming data access with many eyes. JCDL (2008)
Fernanda B. Viégas, Martin Wattenberg, Matthew M. McKeon, Frank van Ham, Jesse Kriss
Harry Potter and the Meat-Filled Freezer: A Case Study of Spontaneous Usage of Visualization Tools. HICSS (2008)
Lee Byron, Martin Wattenberg
Stacked Graphs - Geometry & Aesthetics. IEEE Trans. Vis. Comput. Graph. 14 (6) (2008)
Martin Wattenberg, Fernanda B. Viégas
The Word Tree, an Interactive Visual Concordance. IEEE Trans. Vis. Comput. Graph. 14 (6) (2008)
Fernanda B. Viégas, Martin Wattenberg, Jeffrey Heer, Maneesh Agrawala
Social data analysis workshop. CHI Extended Abstracts (2008)
Fernanda B. Viégas, Martin Wattenberg
Timelines - Tag clouds and the case for vernacular visualization. Interactions 15 (4) (2008)
Catalina M. Danis, Fernanda B. Viégas, Martin Wattenberg, Jesse Kriss
Your place or mine?: visualization as a community component. CHI (2008)
Fernanda B. Viégas, Martin Wattenberg, Jesse Kriss, Frank van Ham
Talk Before You Type: Coordination in Wikipedia. HICSS (2007)
Fernanda B. Viégas, Martin Wattenberg, Frank van Ham, Jesse Kriss, Matthew M. McKeon
ManyEyes: a Site for Visualization at Internet Scale. IEEE Trans. Vis. Comput. Graph. 13 (6) (2007)
Jeffrey Heer, Fernanda B. Viégas, Martin Wattenberg
Voyagers and voyeurs: supporting asynchronous collaborative information visualization. CHI (2007)
Fernanda B. Viégas, Martin Wattenberg, Matthew M. McKeon
The Hidden Order of Wikipedia. HCI (15) (2007)
Martin Wattenberg, Fernanda B. Viégas, Katherine J. Hollenbach
Visualizing Activity on Wikipedia with Chromograms. INTERACT (2) (2007)
Fernanda B. Viégas, Martin Wattenberg
Artistic Data Visualization: Beyond Visual Analytics. HCI (15) (2007)
Martin Wattenberg, Jesse Kriss
Designing for Social Data Analysis. IEEE Trans. Vis. Comput. Graph. 12 (4) (2006)
Fernanda B. Viégas, Martin Wattenberg
Technical forum: Communication-minded visualization: A call to action. IBM Syst. J. 45 (4) (2006)
Martin Wattenberg
Visual exploration of multivariate graphs. CHI (2006)
Martin Wattenberg, Steven L. Rohall, Daniel M. Gruen, Bernard Kerr
E-Mail Research: Targeting the Enterprise. Hum. Comput. Interact. 20 (1-2) (2005)
Martin Wattenberg
Baby Names, Visualization, and Social Data Analysis. INFOVIS (2005)
Martin Wattenberg
A Note on Space-Filling Visualizations and Space-Filling Curves. INFOVIS (2005)
Fernanda B. Viégas, Martin Wattenberg, Kushal Dave
visualizations. CHI (2004)
Martin Wattenberg, Danyel Fisher
Analyzing perceptual organization in information graphics. Inf. Vis. 3 (2) (2004)
Kushal Dave, Martin Wattenberg, Michael J. Muller
Flash forums and forumReader: navigating a new kind of large-scale online discussion. CSCW (2004)
Dan Gruen, Steven L. Rohall, Suzanne O. Minassian, Bernard Kerr, Paul Moody, Bob Stachel, Martin Wattenberg, Eric Wilcox
Lessons from the reMail prototypes. CSCW (2004)
Steven L. Rohall, Dan Gruen, Paul Moody, Martin Wattenberg, Mia K. Stern, Bernard Kerr, Bob Stachel, Kushal Dave, Robert Armes, Eric Wilcox
ReMail: a reinvented email prototype. CHI Extended Abstracts (2004)
Martin Wattenberg, David R. Millen
Conversation thumbnails for large-scale discussions. CHI Extended Abstracts (2003)
Martin Wattenberg, Danyel Fisher
A Model of Multi-Scale Perceptual Organization in Information Graphics. INFOVIS (2003)
Martin Wattenberg
Arc Diagrams: Visualizing Structure in Strings. INFOVIS (2002)
Benjamin B. Bederson, Ben Shneiderman, Martin Wattenberg
Ordered and quantum treemaps: Making effective use of 2D space to display hierarchies. ACM Trans. Graph. 21 (4) (2002)
Martin Wattenberg
Sketching a graph to query a time-series database. CHI Extended Abstracts (2001)
Ben Shneiderman, Martin Wattenberg
Ordered Treemap Layouts. INFOVIS (2001)
Martin Wattenberg
Visualizing the stock market. CHI Extended Abstracts (1999)
Ari Juels, Martin Wattenberg
A Fuzzy Commitment Scheme. CCS (1999)
Ari Juels, Martin Wattenberg
Stochastic Hillclimbing as a Baseline Mathod for Evaluating Genetic Algorithms. NIPS (1995)